home-standard-results / unfrozen /unfrozen_nb-bert-base_64_5e-06_256.txt
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Started at: 01:55:00
nb-bert-base, 5e-06, 64
({'_name_or_path': '/disk4/folder1/working/checkpoints/huggingface/native_pytorch/step4_8/', 'attention_probs_dropout_prob': 0.1, 'directionality': 'bidi', 'gradient_checkpointing': False, 'hidden_act': 'gelu', 'hidden_dropout_prob': 0.1, 'hidden_size': 768, 'initializer_range': 0.02, 'intermediate_size': 3072, 'layer_norm_eps': 1e-12, 'max_position_embeddings': 512, 'model_type': 'bert', 'num_attention_heads': 12, 'num_hidden_layers': 12, 'pad_token_id': 0, 'pooler_fc_size': 768, 'pooler_num_attention_heads': 12, 'pooler_num_fc_layers': 3, 'pooler_size_per_head': 128, 'pooler_type': 'first_token_transform', 'position_embedding_type': 'absolute', 'type_vocab_size': 2, 'vocab_size': 119547, '_commit_hash': '82b194c0b3ea1fcad65f1eceee04adb26f9f71ac'}, {})
Epoch: 0
Training loss: 0.2433159165460654 - MAE: 0.3703843083087404
Validation loss : 0.17039673188419052 - MAE: 0.3079028019384001
Epoch: 1
Training loss: 0.1599595808621609 - MAE: 0.3025297235290748
Validation loss : 0.1885308176279068 - MAE: 0.3238542011794046
Epoch: 2
Training loss: 0.14342836358330466 - MAE: 0.2841849113758593
Validation loss : 0.1695885949514129 - MAE: 0.30782298736222086
Epoch: 3
Training loss: 0.130148664417893 - MAE: 0.270348656688619
Validation loss : 0.15063670525948206 - MAE: 0.29096109495381
Epoch: 4
Training loss: 0.11865348421564006 - MAE: 0.25905413627934387
Validation loss : 0.14506900084741187 - MAE: 0.29272794219014653
Epoch: 5
Training loss: 0.10936706633579851 - MAE: 0.24923721115666625
Validation loss : 0.14690520456342987 - MAE: 0.29753939181391975
Epoch: 6
Training loss: 0.10429844301607874 - MAE: 0.24521746983764464
Validation loss : 0.12755481469811816 - MAE: 0.27295784932305744
Epoch: 7
Training loss: 0.10051767332385285 - MAE: 0.2406828732310366
Validation loss : 0.1332904247171951 - MAE: 0.2820485187900245
Epoch: 8
Training loss: 0.0945800890525182 - MAE: 0.23468270987548964
Validation loss : 0.1276276610565908 - MAE: 0.2754609397615014
Epoch: 9
Training loss: 0.0905158290206784 - MAE: 0.23056133023805198
Validation loss : 0.1392526039571473 - MAE: 0.2911037169722203
Stopped after 9 epochs.
Prediction MAE: 0.2789
Finished at: 01:55:00
Time taken: 1301 s.
0 days 0 hours 21 minutes 41 seconds
Preds: [[1.3384625911712646], [1.4944407939910889], [1.5457407236099243], [1.5208481550216675], [1.3041255474090576], [1.3080947399139404], [1.9191263914108276], [0.8659155964851379], [1.4216413497924805], [0.9785299897193909], [1.1510229110717773], [1.2344236373901367], [1.437516450881958], [1.0318536758422852], [1.254752278327942], [1.5937159061431885], [0.89267498254776], [1.2333629131317139], [1.3467845916748047], [0.5774500966072083], [1.3135300874710083], [1.8682901859283447], [1.1587762832641602], [1.5607852935791016], [0.7032808661460876], [0.9363201260566711], [1.2974900007247925], [1.319937825202942], [0.9383766651153564], [1.0843183994293213], [1.2851428985595703], [0.7838769555091858], [1.7852877378463745], [1.2508394718170166], [1.1437455415725708], [1.1986342668533325], [0.9556129574775696], [1.4462929964065552], [1.2244408130645752], [1.4400080442428589], [0.9349891543388367], [0.9897581338882446], [1.2897052764892578], [1.100285291671753], [1.0529606342315674], 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